Table 3.
Effect of training, testing and validation data ratio on the R and MSE.
No. | % of Training data | % of testing data | % of Validation data | R | MSE |
---|---|---|---|---|---|
1 | 5 | 50 | 45 | 0.89518 | 0.0634 |
2 | 15 | 45 | 40 | 0.92527 | 0.105 |
3 | 25 | 40 | 35 | 0.93334 | 0.109 |
4 | 35 | 35 | 30 | 0.9374 | 0.106 |
5 | 45 | 30 | 25 | 0.9371 | 0.109 |
6 | 55 | 25 | 20 | 0.9388 | 0.110 |
7 | 65 | 20 | 15 | 0.9402 | 0.110 |
8 | 75 | 15 | 10 | 0.9391 | 0.110 |
9 | 85 | 10 | 5 | 0.9407 | 0.110 |